High-Throughput Phenotyping in the Genomic Improvement of Livestock PDF Download
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Author: Fabyano Fonseca Silva
Publisher: Frontiers Media SA
ISBN: 2889711455
Category : Science
Languages : en
Pages : 216
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Book Description
Author: Fabyano Fonseca Silva
Publisher: Frontiers Media SA
ISBN: 2889711455
Category : Science
Languages : en
Pages : 216
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Book Description
Author: Ankush Prashar
Publisher: Frontiers Media SA
ISBN: 2889742830
Category : Science
Languages : en
Pages : 206
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Book Description
Author: Sukanta Mondal
Publisher: Academic Press
ISBN: 0128205954
Category : Science
Languages : en
Pages : 338
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Book Description
Advances in Animal Genomics provides an outstanding collection of integrated strategies involving traditional and modern - omics (structural, functional, comparative and epigenomics) approaches and genomics-assisted breeding methods which animal biotechnologists can utilize to dissect and decode the molecular and gene regulatory networks involved in the complex quantitative yield and stress tolerance traits in livestock. Written by international experts on animal genomics, this book explores the recent advances in high-throughput, next-generation whole genome and transcriptome sequencing, array-based genotyping, and modern bioinformatics approaches which have enabled to produce huge genomic and transcriptomic resources globally on a genome-wide scale. This book is an important resource for researchers, students, educators and professionals in agriculture, veterinary and biotechnology sciences that enables them to solve problems regarding sustainable development with the help of current innovative biotechnologies. Integrates basic and advanced concepts of animal biotechnology and presents future developments Describes current high-throughput next-generation whole genome and transcriptome sequencing, array-based genotyping, and modern bioinformatics approaches for sustainable livestock production Illustrates integrated strategies to dissect and decode the molecular and gene regulatory networks involved in complex quantitative yield and stress tolerance traits in livestock Ensures readers will gain a strong grasp of biotechnology for sustainable livestock production with its well-illustrated discussion
Author: Przemyslaw Biecek
Publisher: CRC Press
ISBN: 0429651376
Category : Business & Economics
Languages : en
Pages : 312
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Book Description
Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.
Author: Daniel Gianola
Publisher: Springer Science & Business Media
ISBN: 3642744877
Category : Technology & Engineering
Languages : en
Pages : 554
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Book Description
Developments in statistics and computing as well as their application to genetic improvement of livestock gained momentum over the last 20 years. This text reviews and consolidates the statistical foundations of animal breeding. This text will prove useful as a reference source to animal breeders, quantitative geneticists and statisticians working in these areas. It will also serve as a text in graduate courses in animal breeding methodology with prerequisite courses in linear models, statistical inference and quantitative genetics.
Author: Geoff Simm
Publisher: CABI
ISBN: 1789241723
Category : Medical
Languages : en
Pages : 505
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Book Description
Genetic Improvement of Farmed Animals provides a thorough grounding in the basic sciences underpinning farmed animal breeding. Relating science to practical application, it covers all the major farmed animal species: cattle, sheep, goats, poultry, pigs and aquaculture species.
Author: Margaret Rose Krause
Publisher:
ISBN:
Category :
Languages : en
Pages : 220
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Book Description
Recent advances in high-throughput phenotyping, genomics, and precision agriculture have provided plant breeders and farmers with a wealth of information on the growth and development of crop plants. Methods for effectively leveraging these data resources are needed in order to drive genetic gain in breeding programs and to increase efficiency in farming systems. Three novel approaches for the development and management of high yielding, adapted crop varieties are presented. First, aerial hyperspectral reflectance phenotypes of bread wheat (Triticum aestivum L.) were used to develop relationship matrices for the prediction of grain yield within and across environments with genomic selection. Multi-kernel models combining marker/pedigree information with hyperspectral reflectance phenotypes gave the highest accuracies overall; however, improvements in accuracy over single-kernel marker- and pedigree-based models were reduced when correcting for days to heading. Second, aerial phenotypes collected on small, unreplicated plots representing the seed limited stage of wheat breeding programs were evaluated for their potential use as selection criteria for improving grain yield. The aerial phenotypes were shown to be heritable and positively correlated with grain yield measurements evaluated in replicated yield trials. Results also suggest that selection on aerial phenotypes at the seed-limited stage would cause a directional response in phenology due to confounding of those traits. Lastly, on-farm trials were conducted in collaboration with the New York Corn and Soybean Growers Association to identify optimal planting rates for corn (Zea mays L.) and soybean (Glycine max L.) given the underlying spatial variability of the soil and topographical characteristics of the fields. A random forest regression-based approach was created to develop variable rate planting designs for maximizing yields.
Author: Jianfeng Zhou
Publisher: Springer Nature
ISBN: 3030737349
Category : Science
Languages : en
Pages : 249
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Book Description
This book provides an overview of the innovations in crop phenotyping using emerging technologies, i.e., high-throughput crop phenotyping technology, including its concept, importance, breakthrough and applications in different crops and environments. Emerging technologies in sensing, machine vision and high-performance computing are changing the world beyond our imagination. They are also becoming the most powerful driver of the innovation in agriculture technology, including crop breeding, genetics and management. It includes the state of the art of technologies in high-throughput phenotyping, including advanced sensors, automation systems, ground-based or aerial robotic systems. It also discusses the emerging technologies of big data processing and analytics, such as advanced machine learning and deep learning technologies based on high-performance computing infrastructure. The applications cover different organ levels (root, shoot and seed) of different crops (grains, soybean, maize, potato) at different growth environments (open field and controlled environments). With the contribution of more than 20 world-leading researchers in high-throughput crop phenotyping, the authors hope this book provides readers the needed information to understand the concept, gain the insides and create the innovation of high-throughput phenotyping technology.
Author: C.V. Singh
Publisher: New India Publishing Agency
ISBN: 938145082X
Category : Technology & Engineering
Languages : en
Pages : 7
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Book Description
The book presents conventional and modern breeding technologies in the vital areas of animal breeding, to stimulate more research, and to rapidly pass such modern techniques to scientific community. Various conventional breeding technologies used for selection and faster multiplication of superior cattle and buffalo germplasm have contributed significantly to increase in milk production, which were mainly due to the technologies developed in the areas of quantitative genetics and reproductive biology. These included methodologies for selection of females based upon their expected producing ability and young males based on the performance of progeny. Emerging developments in the areas of molecular marker systems in animals, genome maps, methods of detecting Quantitative Trait Loci (QTL) linkages, Marker Assisted Selection (MAS) etc., are latest tools to be used in breeding programmes for enhancing the rate of genetic progress. These modern techniques could be of great help for those traits, for which the conventional technologies have limitations in their use. Therefore, integration of molecular markers with conventional breeding technologies involving pedigree and phenotypic information are probable future breeding tools for genetic improvement of livestock and poultry.
Author: James Womack
Publisher: John Wiley & Sons
ISBN: 0813821223
Category : Science
Languages : en
Pages : 285
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Book Description
The genetic information being unlocked by advances in genomic and high throughput technologies is rapidly revolutionizing our understanding of developmental processes in bovine species. This information is allowing researchers unprecedented insight into the genetic basis of key traits. Bovine Genomics is the first book to bring together and synthesize the information learned through the bovine genome sequencing project and look at its practical application to cattle and dairy production. Bovine Genomics opens with foundational chapters on the domestication of cattle and traditional Mendelian genetics. Building on these chapters, coverage rapidly moves to quantitative genetics and the advances of whole genome technologies. Significant coverage is given to such topics as epigenetics, mapping quantitative trail loci, genome-wide association studies and genomic selection in cattle breeding. The book is a valuable synthesis of the field written by a global team of leading researchers. Providing wide-ranging coverage of the topic, Bovine Genomic, is an essential guide to the field. The basic and applied science will be of use to researchers, breeders, and advanced students.
